unreliable3layer.txt

{'bsize': 128, 'nc': 3, 'nf': 64, 'ncode': 4, 'n_epochs': 5}
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           -6.4856e-03, -6.9392e-03]],

         ...,

         [[ 2.2572e-03, -4.8080e-03, -1.1611e-02,  ..., -3.0541e-03,
           -8.9715e-03,  3.9113e-03],
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          ...,
          [-1.1223e-02, -1.0031e-02, -6.3850e-03,  ..., -7.8911e-03,
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          [-4.4935e-03, -8.2462e-03, -7.3305e-03,  ..., -8.4093e-03,
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          [-9.7996e-05,  1.9228e-03, -3.9499e-03,  ...,  3.7202e-03,
           -6.2564e-03, -2.6213e-03]],

         [[-6.5554e-03,  3.0141e-03,  9.3804e-04,  ..., -5.1682e-03,
           -7.9556e-05, -8.5244e-04],
          [ 3.3731e-03, -6.9629e-03, -7.5360e-03,  ..., -5.9727e-03,
           -9.9891e-03,  2.1664e-03],
          [-1.0715e-02, -6.6229e-04, -5.0718e-03,  ..., -6.7718e-03,
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          ...,
          [-4.0291e-03, -7.1673e-03, -8.6065e-03,  ..., -9.6070e-03,
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          [-6.3988e-03,  1.5708e-03, -5.1652e-04,  ..., -5.5439e-03,
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          [-7.4634e-03, -8.3333e-03, -9.3208e-04,  ...,  3.9795e-04,
           -8.1930e-04, -3.8804e-03]],

         [[-8.1078e-03, -8.2399e-03, -9.5465e-03,  ..., -4.9141e-03,
            2.6759e-03, -2.0877e-03],
          [-2.4796e-04, -2.6417e-03, -1.0936e-02,  ..., -8.5877e-03,
            4.8832e-03, -5.7382e-03],
          [ 8.5681e-04, -5.9104e-03, -2.8701e-05,  ..., -3.1755e-03,
           -6.3117e-03,  1.7822e-03],
          ...,
          [ 3.6440e-03, -5.6323e-03,  2.4263e-03,  ..., -1.1008e-02,
            1.1644e-03, -4.8288e-03],
          [ 9.1130e-04, -9.8005e-03, -6.0058e-03,  ..., -1.7754e-03,
           -5.6437e-03, -1.1496e-02],
          [ 3.6346e-03,  2.9520e-03, -1.1672e-02,  ..., -4.5504e-03,
           -2.2919e-03,  1.0770e-03]]],


        [[[ 2.6507e-03,  1.4425e-02,  9.8909e-04,  ...,  2.5175e-03,
            1.3650e-02,  8.7355e-03],
          [ 1.9842e-03,  8.3141e-03,  6.3966e-03,  ...,  8.8507e-03,
            1.0811e-02,  7.9282e-03],
          [ 2.2411e-03,  1.3466e-02, -1.0002e-04,  ..., -1.1216e-03,
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          ...,
          [ 3.1756e-03,  5.9723e-03,  6.9775e-03,  ..., -1.3307e-04,
            1.1274e-02,  3.0328e-03],
          [ 1.8240e-03,  6.3716e-03,  5.5415e-03,  ...,  9.7704e-03,
            9.3304e-03,  9.9746e-03],
          [ 1.3640e-02,  1.4837e-02,  2.8518e-03,  ...,  1.6394e-04,
            1.1652e-02,  9.3827e-03]],

         [[ 7.1353e-03,  6.9263e-03,  8.2122e-03,  ...,  1.1443e-02,
            6.1987e-03,  2.6662e-03],
          [ 4.8428e-04,  6.1464e-03,  1.4110e-02,  ...,  2.4339e-03,
            1.8964e-03,  1.3400e-02],
          [ 7.8478e-04,  9.8086e-03,  9.7604e-03,  ...,  3.9809e-03,
            9.5068e-04,  1.3737e-02],
          ...,
          [ 1.0607e-02,  9.5978e-04,  3.5995e-04,  ...,  5.0159e-03,
            3.5744e-03,  3.6078e-03],
          [ 6.0228e-03,  1.3573e-02,  1.1884e-02,  ...,  1.2152e-02,
            3.1221e-04,  1.5021e-02],
          [ 9.9056e-03,  1.1031e-02,  5.7812e-03,  ...,  1.2575e-02,
            1.3203e-02,  1.1168e-02]],

         [[ 8.4809e-03,  3.3780e-03,  9.6676e-04,  ...,  7.4266e-03,
            3.3689e-03,  2.6276e-03],
          [ 6.7015e-03,  9.4499e-03,  8.5127e-03,  ...,  6.7549e-03,
            5.6746e-03,  1.1246e-02],
          [ 1.0511e-02,  1.1427e-02,  1.6553e-03,  ...,  1.0230e-03,
            7.7560e-03, -5.8002e-04],
          ...,
          [ 5.1915e-04, -1.1116e-03, -1.1194e-03,  ..., -1.6228e-03,
            5.2760e-03,  1.1802e-02],
          [ 3.7300e-03,  2.0213e-03,  1.0383e-02,  ..., -1.9912e-03,
            5.6051e-03,  7.3061e-03],
          [ 6.3634e-03,  2.2555e-03,  1.2864e-02,  ...,  1.3105e-02,
            1.2769e-02,  6.1242e-03]],

         ...,

         [[ 5.7775e-03,  1.3484e-02,  1.5800e-03,  ...,  3.1928e-03,
            8.2259e-03,  5.5268e-03],
          [ 3.8090e-03,  5.7932e-03,  1.0186e-02,  ...,  3.4872e-04,
            1.4863e-02,  5.1318e-03],
          [ 5.5668e-04,  1.4245e-02,  9.4218e-03,  ...,  1.1721e-02,
            5.8435e-04,  3.5528e-04],
          ...,
          [ 1.1650e-02,  5.0478e-03,  1.1435e-02,  ...,  7.8595e-03,
            3.4426e-03,  6.4922e-03],
          [ 1.3691e-02,  7.7690e-03,  2.7530e-03,  ...,  1.4838e-02,
            3.5856e-03,  8.4891e-03],
          [ 1.6137e-03,  1.3818e-02,  6.0462e-03,  ...,  5.1115e-03,
            1.3828e-02,  1.0753e-02]],

         [[ 5.9647e-03,  7.6640e-04,  2.2517e-03,  ...,  4.8497e-03,
            4.6757e-03,  6.2518e-03],
          [ 1.3630e-02,  3.2019e-03,  1.2859e-02,  ...,  1.1448e-02,
            6.1216e-04, -1.1023e-03],
          [ 3.1161e-03,  1.0106e-02,  1.2047e-02,  ...,  5.8849e-04,
            3.1098e-03,  5.4414e-03],
          ...,
          [ 1.4277e-02,  2.0512e-03,  7.3776e-04,  ...,  4.2152e-03,
            1.3202e-02,  5.3333e-03],
          [ 1.0430e-02,  1.0214e-02,  1.7255e-03,  ...,  6.5282e-03,
            8.9965e-03,  6.6470e-03],
          [-5.1809e-04,  6.0665e-03,  4.6601e-04,  ...,  6.8441e-03,
            6.1109e-03,  3.5510e-03]],

         [[ 1.2314e-02,  1.1646e-02,  2.1506e-03,  ...,  7.0211e-04,
            1.5459e-02,  1.5928e-02],
          [ 1.5136e-02,  7.1847e-03,  5.2508e-03,  ...,  3.5285e-03,
            1.0361e-02,  8.0001e-03],
          [ 5.3960e-03,  1.0013e-02,  4.4674e-03,  ...,  7.4170e-04,
            2.8939e-03,  4.7856e-03],
          ...,
          [ 1.2515e-02,  4.5417e-03,  7.4026e-03,  ...,  1.1450e-02,
            1.4264e-02,  1.0485e-02],
          [ 7.7200e-03,  1.4132e-02,  5.5933e-03,  ...,  8.4055e-03,
            4.6508e-03,  7.2661e-03],
          [ 6.2520e-03,  2.5781e-03,  2.0358e-03,  ...,  6.4034e-03,
            2.1663e-03,  4.1918e-04]]],


        [[[ 4.4557e-04, -6.9976e-03,  1.7728e-04,  ..., -9.6175e-03,
           -5.0392e-03, -3.6251e-03],
          [-5.9083e-03, -5.2734e-03, -3.0031e-03,  ...,  1.6275e-03,
            2.2527e-03,  1.8370e-03],
          [ 7.6170e-04, -8.8209e-04, -1.1696e-02,  ..., -3.2329e-03,
           -9.2579e-05, -5.2238e-03],
          ...,
          [-8.6207e-03, -1.0702e-02, -3.0413e-03,  ..., -1.4993e-03,
           -1.1481e-02,  2.4080e-03],
          [ 2.4380e-03, -1.8691e-03, -7.3438e-03,  ...,  1.4108e-03,
           -3.5811e-03, -2.9993e-03],
          [-6.6648e-03, -3.6299e-03, -4.9993e-03,  ...,  9.0460e-04,
           -1.0169e-02, -1.0045e-02]],

         [[-4.5343e-03,  2.1534e-03, -2.2755e-03,  ..., -9.4613e-03,
           -8.0605e-03, -8.6836e-03],
          [-8.0043e-03, -8.5097e-03, -2.5435e-03,  ..., -8.6702e-03,
            1.9797e-03,  6.5976e-05],
          [-7.0209e-03, -4.5003e-03, -6.2174e-03,  ..., -2.1467e-03,
           -6.4507e-03, -8.0478e-03],
          ...,
          [ 4.2914e-03, -9.3810e-03, -8.9523e-03,  ...,  2.4806e-03,
           -4.7459e-03, -1.4627e-04],
          [ 2.5417e-03,  1.7998e-03,  4.3306e-03,  ..., -4.3531e-03,
           -5.5721e-03, -8.4277e-03],
          [ 4.1212e-03, -5.7299e-03, -3.5397e-04,  ..., -5.8970e-03,
            3.7989e-03,  2.7044e-03]],

         [[-8.3599e-03, -9.1791e-03,  6.2097e-04,  ..., -7.3117e-03,
           -1.0134e-02, -9.8969e-03],
          [-9.5338e-03,  1.5143e-03, -7.8362e-03,  ..., -2.0672e-03,
            2.5919e-03, -5.1471e-03],
          [-3.2571e-04,  1.1025e-03, -3.8807e-03,  ..., -9.7579e-03,
            1.2022e-03, -1.1733e-02],
          ...,
          [-4.2650e-03, -8.7851e-04, -1.0289e-02,  ...,  1.8092e-03,
           -4.4021e-03, -1.9354e-04],
          [-1.3613e-03, -7.7783e-03, -1.1729e-02,  ..., -8.1244e-03,
            2.4241e-03,  2.4401e-03],
          [-1.1262e-02,  1.0790e-03,  2.4546e-03,  ..., -8.0758e-03,
            2.5233e-03, -2.4365e-04]],

         ...,

         [[-8.3519e-03,  5.4106e-03, -6.8712e-03,  ..., -2.2661e-03,
           -7.7196e-04,  5.6504e-03],
          [ 1.0114e-03, -8.5375e-03, -7.9779e-03,  ...,  4.5842e-03,
           -2.7558e-03, -7.9136e-03],
          [-9.6045e-03,  5.2555e-03, -4.5083e-03,  ..., -4.4389e-03,
           -8.4802e-03, -2.6007e-03],
          ...,
          [-1.2603e-03, -4.3677e-03, -1.0445e-02,  ...,  4.1454e-03,
           -7.9137e-04, -1.7635e-03],
          [-4.2829e-03,  1.2577e-03,  1.4944e-03,  ..., -4.3829e-03,
            1.9073e-03, -5.0118e-03],
          [ 6.9822e-04,  2.4554e-03, -5.1124e-03,  ..., -1.6685e-03,
            4.2320e-03, -3.8466e-03]],

         [[-5.5941e-03, -2.6286e-03,  2.4760e-03,  ..., -6.1092e-03,
           -1.1324e-02, -1.0226e-02],
          [-2.4911e-03, -9.1437e-03, -3.3533e-03,  ...,  2.2389e-03,
           -8.3334e-03, -5.1990e-03],
          [-3.7721e-03,  5.8762e-04, -9.2993e-03,  ..., -7.9159e-03,
           -1.8776e-03, -8.8357e-03],
          ...,
          [ 2.3830e-03, -8.2663e-03, -7.0887e-03,  ..., -3.6239e-03,
            2.6307e-03, -9.7813e-03],
          [ 3.0921e-03, -6.3846e-03, -8.8960e-03,  ..., -6.4560e-03,
           -4.5260e-03, -9.6676e-03],
          [ 1.7761e-03, -7.8958e-03, -2.3208e-03,  ..., -1.0927e-02,
           -4.7132e-03,  1.0962e-03]],

         [[-7.0836e-03,  2.5954e-03, -4.0356e-03,  ...,  2.9009e-03,
            4.6089e-03, -9.1829e-03],
          [-8.8093e-03, -3.7523e-03, -1.6378e-03,  ...,  1.4615e-03,
           -7.0369e-03, -4.3197e-03],
          [-1.4922e-03,  2.4282e-03,  2.3911e-03,  ..., -9.8525e-03,
            1.3491e-03, -6.1604e-03],
          ...,
          [ 2.2756e-03, -5.6352e-03, -1.0040e-02,  ...,  3.7885e-03,
           -3.1496e-03,  1.5445e-03],
          [-1.2477e-04,  3.7740e-04, -8.9288e-03,  ..., -2.2065e-03,
           -5.6368e-03, -7.0704e-03],
          [-8.3376e-03,  2.9020e-03,  4.5177e-03,  ..., -3.7266e-03,
            2.3466e-03, -6.3950e-03]]],


        ...,


        [[[-9.1451e-03, -5.7717e-03,  1.6829e-03,  ..., -2.3717e-03,
           -2.9714e-03, -9.3313e-03],
          [-8.1495e-03, -3.8797e-03, -3.4870e-03,  ..., -8.4406e-03,
           -5.6708e-03,  2.4558e-03],
          [-9.9308e-03,  3.1886e-03, -9.0905e-04,  ..., -3.9153e-03,
           -1.7095e-03, -2.8925e-03],
          ...,
          [-8.6012e-03, -9.4274e-03,  2.3988e-03,  ..., -7.3415e-03,
            3.2530e-04,  3.4355e-03],
          [-5.8481e-03, -9.3787e-03, -4.3762e-03,  ...,  1.8080e-03,
            2.8058e-03,  3.3648e-03],
          [ 2.8243e-03, -9.2371e-03, -3.7504e-03,  ..., -8.7418e-03,
           -5.3304e-03, -5.0335e-04]],

         [[-8.8113e-03,  1.1861e-04,  2.8910e-03,  ..., -3.9644e-03,
           -1.0538e-02, -8.7609e-03],
          [-4.6478e-03,  3.6892e-03, -4.0611e-03,  ...,  6.8993e-04,
            2.3731e-03,  9.9833e-05],
          [-2.8001e-03, -3.7823e-03, -5.1526e-03,  ...,  2.5791e-03,
            2.9181e-03, -2.6042e-03],
          ...,
          [ 3.4201e-03, -6.5493e-03,  1.2310e-03,  ..., -2.2048e-03,
           -1.0983e-02,  4.2012e-03],
          [-7.8838e-03,  4.4381e-04,  1.3289e-03,  ...,  2.6281e-03,
           -1.2872e-03, -4.8253e-03],
          [-7.7924e-03, -5.1398e-03, -8.1829e-03,  ...,  4.7339e-03,
           -9.8956e-03, -4.6087e-03]],

         [[ 8.8004e-04, -2.7012e-03,  3.2688e-03,  ..., -3.7559e-03,
           -1.1144e-02, -9.4500e-03],
          [-1.7309e-03, -1.0185e-02, -5.7344e-03,  ..., -3.4124e-03,
            3.0568e-03,  5.3476e-04],
          [ 9.0422e-04, -1.0805e-02, -2.4134e-03,  ..., -5.4090e-03,
           -2.2158e-03, -5.9505e-03],
          ...,
          [-5.8038e-03, -3.3084e-03, -4.9370e-04,  ...,  1.7828e-03,
            1.9416e-03,  8.5147e-06],
          [-5.4171e-04, -5.9281e-03, -2.1171e-04,  ..., -5.2027e-03,
           -1.0692e-02, -1.1356e-03],
          [-4.8875e-03, -8.5244e-03,  3.2202e-03,  ...,  1.9094e-03,
           -2.4825e-03, -4.2772e-03]],

         ...,

         [[-6.0162e-03, -9.6971e-03, -3.6878e-03,  ..., -8.0304e-03,
           -1.8466e-03, -3.0928e-04],
          [ 4.7338e-03, -1.3325e-03, -1.0307e-02,  ...,  5.4309e-04,
           -1.0750e-02,  5.4705e-04],
          [-4.8045e-03,  1.5005e-03, -6.3013e-04,  ...,  2.4589e-03,
            2.4094e-03,  1.3375e-03],
          ...,
          [-8.8226e-04, -9.5129e-03, -5.1280e-03,  ..., -5.8536e-03,
           -2.2436e-03, -2.9516e-03],
          [-2.9019e-03,  3.3240e-03, -7.3151e-03,  ..., -4.6102e-03,
           -1.0647e-02,  4.5213e-03],
          [-3.9833e-03,  2.0791e-03,  1.9629e-03,  ...,  2.5483e-03,
            3.6766e-04, -7.3599e-03]],

         [[ 1.4285e-04, -6.2809e-03,  1.8381e-03,  ..., -5.7069e-03,
            1.6560e-03, -2.3699e-03],
          [-3.0186e-03, -1.2218e-03, -1.6396e-04,  ..., -1.2854e-03,
           -1.7730e-03, -3.3375e-03],
          [-1.1108e-02,  2.9177e-03,  1.9570e-03,  ..., -8.7876e-03,
            3.5688e-03, -1.0575e-02],
          ...,
          [-8.9005e-05,  4.3963e-03,  1.4968e-03,  ..., -9.9704e-03,
           -2.1288e-03, -5.1155e-03],
          [-6.9250e-03,  1.5059e-03, -7.6159e-03,  ..., -4.8739e-03,
            1.5296e-03, -9.6387e-04],
          [-7.9088e-03, -6.0006e-03, -5.7367e-04,  ...,  4.0698e-03,
            7.8820e-05,  1.3095e-03]],

         [[-8.6221e-03, -2.1334e-03, -5.6017e-03,  ..., -3.6518e-03,
            2.4010e-03, -1.5201e-03],
          [-6.7899e-03, -3.3372e-03,  1.9822e-03,  ..., -4.4768e-03,
           -5.2771e-03,  4.4383e-03],
          [-7.5458e-03, -2.1404e-03, -9.3490e-03,  ..., -9.0573e-03,
           -5.3994e-03, -1.7408e-03],
          ...,
          [-6.8174e-03,  1.2494e-03, -8.2025e-03,  ..., -7.4182e-03,
           -8.6056e-03,  2.6150e-03],
          [ 3.3551e-03, -3.7106e-03,  4.1556e-03,  ...,  3.7407e-03,
           -9.1726e-03, -7.6340e-03],
          [-5.8402e-03,  7.5286e-04, -7.6960e-03,  ...,  3.3725e-03,
           -9.6546e-03, -2.7282e-03]]],


        [[[ 4.5213e-03, -4.2309e-03, -7.8309e-03,  ...,  2.7785e-03,
           -3.4080e-03,  1.4776e-03],
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        ...,


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         ...,

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          [ 4.4124e-04,  5.8657e-03,  4.6546e-04, -6.7496e-03, -1.0401e-02]]],


        [[[-1.7650e-02, -5.1098e-04,  1.2469e-02, -1.1770e-02, -2.8846e-03],
          [-1.3194e-02, -2.1645e-03, -4.8214e-03, -1.6325e-02, -2.8605e-02],
          [ 8.7566e-03, -9.2726e-03,  1.3665e-02, -2.6521e-03, -2.0443e-02],
          [ 1.6349e-03,  1.1977e-02,  1.9020e-02,  2.4526e-02,  2.0438e-04],
          [ 1.1672e-02, -7.0362e-03, -8.2493e-03, -1.3665e-02, -3.4161e-02]],

         [[ 2.1865e-03, -8.7377e-03,  3.2244e-03,  6.4451e-04, -4.5411e-04],
          [-1.0330e-02, -6.1162e-03,  2.2409e-03,  7.7294e-03, -2.2619e-03],
          [-1.3274e-02, -1.3900e-02, -4.6423e-03,  8.3600e-03, -8.5829e-03],
          [ 8.6449e-03,  6.6243e-03, -6.4120e-03, -7.1735e-03, -1.3988e-02],
          [-3.4013e-03, -3.0598e-03,  3.3191e-03,  6.0805e-04, -2.5931e-03]],

         [[-8.1392e-03,  7.6548e-03,  3.8752e-03,  7.8305e-03, -1.2539e-02],
          [-7.7077e-03,  1.0498e-03, -9.9438e-03,  1.2021e-03, -7.9896e-04],
          [-7.3330e-03,  2.1455e-04,  9.6180e-03,  1.3587e-03, -2.1450e-03],
          [-7.8819e-03, -1.9332e-03, -6.6278e-03, -2.2257e-03, -1.0132e-02],
          [-4.5960e-03, -1.3927e-02,  6.6339e-03, -9.1956e-03, -3.1613e-04]],

         ...,

         [[ 1.5678e-02,  4.8148e-02,  6.3710e-02, -1.0448e-02, -5.3704e-02],
          [ 4.5327e-02, -5.7718e-04, -5.8353e-03, -1.4983e-02, -5.8958e-03],
          [ 1.2661e-02,  2.5182e-02,  1.7626e-02,  4.8591e-03,  6.2165e-03],
          [ 3.2741e-02,  5.7988e-03,  5.2519e-03, -1.9820e-03, -1.5232e-03],
          [-2.1708e-02,  1.2722e-02,  2.0485e-02,  1.3848e-02,  2.7375e-03]],

         [[ 8.8283e-03, -1.6548e-03,  3.3534e-03, -4.4655e-03, -1.2358e-02],
          [ 1.5064e-03,  3.6131e-03, -8.6285e-03, -1.4673e-02,  9.3920e-04],
          [-1.1661e-03, -4.1037e-03, -1.2013e-02, -8.7042e-03, -6.5016e-04],
          [ 8.5566e-03,  1.6694e-03,  6.8983e-03, -6.5230e-03, -1.0635e-02],
          [ 7.2015e-03,  4.3645e-03, -3.4364e-03, -3.1482e-03,  3.0057e-03]],

         [[-3.3584e-03,  4.1757e-03, -1.7135e-03, -1.2575e-02,  2.3012e-03],
          [-7.1047e-03, -3.5977e-03, -6.3301e-04,  5.0674e-03, -2.7332e-03],
          [-1.2038e-02, -1.4212e-02, -2.6812e-03, -7.4949e-03,  1.1637e-03],
          [-8.0015e-03, -1.4029e-02, -5.3064e-03, -6.3618e-03,  7.0624e-03],
          [ 7.3320e-03,  7.5913e-03, -1.2304e-02,  6.0418e-03, -1.1173e-02]]],


        [[[ 1.7239e-02,  4.2404e-03, -2.9226e-03, -2.5892e-03, -5.6208e-03],
          [ 1.5507e-02,  6.5053e-03,  2.3235e-02,  5.3627e-03,  3.8250e-02],
          [ 1.9765e-02,  1.7611e-02, -1.0944e-02,  7.2587e-03,  2.6772e-02],
          [ 1.7542e-02,  1.7303e-02, -1.3082e-02,  1.3127e-02,  2.6422e-02],
          [ 1.6527e-02,  3.8507e-03,  2.3624e-02,  3.7784e-02,  2.5285e-02]],

         [[-7.8331e-03, -8.8901e-03, -7.1610e-03,  1.9247e-03,  3.6213e-03],
          [-7.9252e-03,  2.5010e-03, -1.1889e-03,  1.8457e-03, -1.4880e-02],
          [ 8.3709e-03, -1.0048e-02, -1.1464e-02, -1.3261e-02,  6.9626e-03],
          [ 2.8187e-03, -7.2052e-03, -2.2943e-04, -4.4702e-03,  5.0860e-03],
          [-9.2884e-03, -5.4197e-03, -1.0807e-02, -1.2261e-02, -1.1310e-02]],

         [[ 2.1324e-03,  7.4889e-03,  2.2330e-03,  1.5012e-03, -9.9402e-03],
          [-9.5211e-03, -1.1717e-02, -6.1534e-03,  1.3780e-03, -6.0072e-03],
          [ 7.5728e-03, -1.3008e-02,  2.3605e-03,  8.7456e-03, -9.4002e-03],
          [-8.7649e-03, -8.0725e-03,  1.1596e-03, -5.5621e-03, -8.5504e-04],
          [ 7.1556e-03, -9.2866e-03,  8.0570e-03, -1.4193e-02, -7.3813e-03]],

         ...,

         [[ 6.5044e-02,  4.2203e-02,  2.3505e-02,  6.9464e-02,  7.8476e-02],
          [ 1.2680e-03,  2.2330e-02,  2.1302e-02,  2.6763e-02,  2.6639e-02],
          [ 8.3129e-03,  3.7319e-03,  2.7693e-03,  5.4891e-03, -5.6420e-03],
          [ 1.0269e-02,  1.1206e-02,  5.3364e-03,  8.4793e-03,  1.3006e-02],
          [-3.0795e-02,  9.1938e-03,  2.3003e-02,  1.8637e-02,  7.8755e-03]],

         [[ 6.9463e-03,  7.5654e-03,  8.8279e-03,  3.6251e-03, -1.2529e-02],
          [-1.2482e-02, -4.0667e-04, -3.1277e-03, -1.0114e-02, -1.0134e-02],
          [-2.3843e-03,  8.0223e-03,  1.7545e-03, -1.5005e-02, -1.0623e-03],
          [-6.1332e-03, -1.4202e-02, -1.3028e-02,  8.2204e-03, -7.6083e-03],
          [-1.1572e-02, -1.5406e-02, -3.0355e-04,  9.2362e-03, -1.1691e-02]],

         [[ 2.9610e-03,  3.3143e-03,  2.7742e-03, -1.4221e-02, -3.8953e-03],
          [-9.4402e-03, -1.6608e-03,  7.6665e-03,  1.5852e-03,  6.7207e-03],
          [-1.3901e-02, -1.0041e-02, -1.3147e-02, -5.1824e-03, -7.0738e-03],
          [ 7.5202e-03, -1.1301e-02,  4.2725e-03, -1.1219e-02, -4.3197e-03],
          [-6.9772e-03,  6.6263e-03, -6.4216e-03, -1.1344e-03, -2.9992e-03]]]],
       device='cuda:0')), ('conv4.bias', tensor([-0.0047, -0.0141,  0.0116,  0.0052], device='cuda:0')), ('anticonv1.weight', tensor([[[[-1.2106e-02,  1.1209e-03, -1.2770e-02, -6.2067e-03, -9.8673e-03],
          [-4.2835e-04, -1.1133e-02, -7.0730e-03, -7.3989e-03,  1.1507e-02],
          [-3.5149e-03, -1.1626e-02, -1.1002e-02, -9.4850e-03,  5.7721e-03],
          [-1.2931e-02, -6.1927e-03,  5.2588e-03,  6.7796e-03,  4.1118e-03],
          [ 1.0060e-02,  7.7183e-03, -3.3922e-03,  1.0075e-02, -8.3064e-03]],

         [[-8.6375e-03, -5.9325e-03, -1.1840e-02,  6.2767e-03, -9.4147e-03],
          [-7.5103e-03, -7.2296e-03,  3.4411e-03, -9.3842e-03, -1.3877e-02],
          [ 7.2974e-03, -4.8992e-03,  7.8209e-03,  8.5696e-03,  7.8176e-03],
          [ 3.8492e-03,  9.2604e-04, -6.1445e-03, -9.5245e-03, -2.5409e-03],
          [-8.7992e-03, -2.5261e-03, -9.7460e-03,  5.2641e-04, -6.0758e-03]],

         [[ 1.0703e-02, -1.2153e-02,  9.5984e-03,  4.0736e-03,  1.4993e-02],
          [-6.0180e-03,  8.0656e-03,  4.4496e-04, -6.8977e-03, -4.3883e-03],
          [-3.5479e-03, -4.4250e-03, -1.5054e-02, -7.8116e-03,  2.0742e-03],
          [ 2.8800e-03,  4.5339e-03,  4.1117e-03, -6.9514e-03,  3.7283e-03],
          [-1.5216e-02, -9.0555e-03,  8.1313e-03, -1.0670e-02,  8.3146e-03]],

         ...,

         [[ 9.3207e-03,  1.3644e-02,  4.9152e-03,  6.7572e-03, -1.1557e-02],
          [-1.0965e-02,  3.3472e-03,  8.3683e-04,  9.1624e-05, -7.5108e-03],
          [ 2.2689e-03, -9.7068e-03, -1.1236e-02, -2.3474e-03, -1.0794e-03],
          [-3.7424e-03, -5.8117e-03, -1.1406e-02,  7.0154e-03, -1.1537e-02],
          [ 7.7505e-03, -1.0360e-02,  3.1976e-03, -1.1132e-02, -9.0856e-03]],

         [[-4.0842e-03, -1.1225e-02, -2.2426e-03, -1.1881e-02,  1.1390e-02],
          [-8.0360e-03, -1.3497e-02, -3.2437e-03, -2.8490e-03, -5.2163e-03],
          [ 1.3920e-03, -1.4422e-02,  5.8435e-06, -6.2277e-03, -1.6425e-02],
          [-3.9146e-03, -4.4858e-03,  7.0919e-03, -9.5059e-03, -7.9493e-03],
          [-1.1206e-03,  6.8426e-03,  7.1243e-03,  6.1130e-03, -1.4766e-02]],

         [[-8.3774e-03, -5.9522e-03, -1.4011e-02,  8.0877e-03,  3.9897e-03],
          [-5.7647e-03, -5.4432e-03,  1.5227e-03,  8.3841e-03, -1.0481e-02],
          [-4.6492e-04,  3.1676e-03,  4.1450e-03,  5.9564e-03, -1.3859e-02],
          [-1.1238e-02, -3.7737e-03, -7.8736e-03, -1.2683e-02,  1.1457e-03],
          [ 3.4596e-03,  9.7574e-03, -4.7453e-03, -2.3571e-03, -2.3085e-03]]],


        [[[-1.8356e-02, -9.3266e-03,  7.4598e-03,  4.9341e-03, -2.4159e-03],
          [ 2.7919e-04, -4.6677e-03,  6.4599e-03, -8.8265e-03,  1.0169e-02],
          [ 9.5993e-03, -1.3723e-02, -1.0819e-02, -8.1311e-03, -9.9620e-03],
          [ 8.6946e-03, -8.5588e-03,  4.6876e-03, -2.2757e-04, -8.9128e-03],
          [ 1.0355e-03, -3.4710e-03, -9.5297e-04, -1.2320e-02, -3.6186e-03]],

         [[-3.5191e-03, -7.8343e-03,  1.0642e-02, -1.3914e-02,  7.5390e-03],
          [ 1.1874e-03,  7.1101e-03,  6.4549e-03, -1.0255e-02,  7.0986e-03],
          [ 1.1364e-02,  3.9373e-03, -5.9007e-03, -5.8079e-03,  7.8079e-03],
          [ 5.5339e-03,  8.2767e-03, -1.3576e-02,  3.0600e-03, -1.3307e-02],
          [-1.7746e-03,  3.4223e-03, -6.7961e-03, -1.4134e-02,  7.7904e-03]],

         [[ 1.9417e-02, -4.8721e-03, -2.8225e-03, -7.3263e-03, -2.2239e-02],
          [-9.1422e-03, -1.5150e-02,  4.5542e-03,  5.7111e-03,  5.1403e-03],
          [-1.1136e-02,  3.9756e-04, -1.2288e-02,  1.3822e-03, -6.5322e-03],
          [-1.4936e-03,  6.7649e-03, -5.3658e-03, -5.7202e-03, -9.5860e-03],
          [-1.0330e-02, -2.7523e-05,  7.3548e-03,  6.4402e-03, -1.3728e-02]],

         ...,

         [[ 3.0483e-02, -4.7162e-02,  1.0101e-02,  2.3301e-02, -4.2959e-02],
          [-2.5366e-02,  3.8339e-02, -4.2790e-02, -5.8337e-03, -5.5948e-02],
          [ 8.5218e-03,  4.6340e-03,  1.4464e-02,  1.2458e-04, -2.2722e-02],
          [ 5.3682e-03, -7.2217e-02,  1.9583e-02,  2.7012e-02, -3.1415e-02],
          [-1.6270e-04,  1.4747e-02, -9.6241e-03,  2.8898e-02,  6.3727e-02]],

         [[-2.5625e-02, -1.5253e-03, -7.5283e-04,  6.0119e-03, -1.1378e-02],
          [-1.6019e-02, -1.2721e-02, -1.3607e-02, -1.0068e-02, -3.1933e-04],
          [-5.3663e-03, -8.2501e-03, -8.9068e-03, -1.1348e-02,  1.3687e-02],
          [ 1.3465e-03, -6.9014e-03,  3.8539e-03,  9.1399e-03, -6.3531e-03],
          [ 3.5326e-04, -6.5696e-03,  1.6734e-03,  5.2838e-03, -1.7233e-02]],

         [[ 3.0527e-03,  5.3725e-04, -1.4324e-02, -1.3756e-03,  4.4635e-03],
          [-1.5956e-03,  6.9171e-03, -7.0891e-03, -6.3057e-03, -1.0408e-02],
          [-6.6179e-03, -4.4468e-03, -1.3415e-02, -1.1828e-02,  2.0917e-03],
          [-4.4378e-03,  4.6255e-04, -8.1757e-03,  2.9876e-03,  3.1421e-03],
          [ 1.3415e-03,  1.3755e-03,  1.2271e-02,  2.8255e-03,  5.4407e-03]]],


        [[[ 8.8245e-04,  2.9804e-03, -1.0693e-02, -1.3265e-02, -7.6055e-03],
          [-4.7329e-03, -1.0848e-02,  6.5926e-03,  8.9050e-03, -1.1409e-02],
          [ 4.0688e-03,  5.1898e-03, -8.5458e-03, -9.7613e-03, -5.9511e-03],
          [ 2.8118e-03,  3.3718e-03, -5.1013e-03, -4.1323e-04, -4.1728e-03],
          [-9.2878e-03, -6.4175e-03, -1.5788e-02,  4.3562e-03,  2.0214e-04]],

         [[ 1.1845e-03, -1.8764e-02,  3.6023e-03, -1.0524e-02, -7.9267e-03],
          [-1.2318e-02,  7.5631e-03, -4.8072e-03, -6.6602e-03, -6.8555e-03],
          [-6.9169e-03,  8.0025e-03, -2.0340e-03,  2.5133e-03, -8.8544e-03],
          [ 2.7303e-03,  7.4368e-03, -5.7525e-03,  3.7037e-03, -1.2664e-02],
          [-9.7592e-03, -1.5760e-02, -7.2738e-03, -1.6177e-02, -1.1350e-02]],

         [[-7.4154e-03, -4.2885e-03,  7.6311e-03, -8.2116e-04,  1.5160e-02],
          [ 9.0387e-03, -1.1000e-02, -1.2473e-02,  6.4714e-03, -6.7297e-03],
          [-3.9407e-03, -1.1387e-02, -1.3013e-02,  7.0548e-03,  9.1475e-03],
          [-6.2651e-03,  7.7769e-03,  1.0884e-02,  1.9010e-03, -1.2079e-02],
          [-1.1324e-02, -1.4509e-02, -6.1771e-03, -3.0846e-03, -9.1947e-03]],

         ...,

         [[-2.3289e-02, -2.6778e-03, -3.1735e-03, -1.9871e-02, -2.9860e-02],
          [ 1.7879e-02,  2.1670e-02, -3.7320e-03,  4.2490e-03, -3.9232e-02],
          [ 2.8185e-02, -1.6757e-02, -2.5283e-03,  5.7199e-04, -1.1892e-02],
          [-3.0161e-02, -7.1312e-02, -1.8938e-04,  3.1027e-02,  2.3469e-02],
          [ 1.8513e-02,  1.2692e-03,  2.5554e-03, -3.9282e-02, -2.3278e-02]],

         [[-1.6841e-02, -5.4291e-03, -1.9801e-03, -1.0393e-02, -3.9357e-03],
          [-2.5053e-03, -1.2369e-02, -6.1026e-03, -1.2792e-02, -9.4792e-03],
          [-1.2664e-02,  5.9086e-04, -1.2018e-02, -1.2719e-02,  8.5251e-03],
          [-1.5783e-03, -6.0364e-03, -2.5063e-03,  1.5168e-03,  7.6448e-03],
          [ 7.7261e-03,  4.0519e-03,  5.0450e-03,  5.0261e-03, -7.5485e-03]],

         [[-1.6133e-02, -8.9866e-03,  6.4954e-03, -1.2714e-02, -4.0768e-03],
          [ 8.0501e-03, -1.4585e-02, -6.3706e-03, -1.4259e-03, -7.0884e-03],
          [-1.1663e-02,  4.4936e-03, -5.0446e-04, -2.5395e-03, -8.0730e-03],
          [ 5.7259e-04,  7.8403e-03, -1.3054e-02,  4.3498e-03, -1.9749e-02],
          [-5.2000e-03,  8.6474e-05, -8.9350e-03,  4.8273e-03, -1.8673e-02]]],


        [[[ 1.1646e-02, -1.5517e-02, -3.7487e-04, -1.6351e-02,  1.6756e-02],
          [ 1.0310e-02, -1.5967e-02, -1.5065e-02,  3.8974e-03, -1.4226e-02],
          [-1.3246e-02, -1.4731e-02, -4.4185e-03,  1.1847e-02, -8.5245e-03],
          [-8.2465e-03, -9.0296e-04,  7.9305e-04, -6.5199e-03, -4.9406e-03],
          [-9.8562e-03,  2.5637e-03, -4.8619e-03, -9.3641e-03, -1.2677e-02]],

         [[-1.6949e-02, -1.5422e-02,  7.5216e-03,  3.2821e-03,  4.5632e-03],
          [-1.3991e-02, -2.8415e-03, -1.2678e-02,  1.0054e-02, -3.0713e-03],
          [-4.1162e-03,  7.5730e-03,  1.3743e-03, -9.8501e-03, -1.5533e-02],
          [-1.2892e-02,  1.6055e-02, -9.0379e-03, -4.2736e-03,  8.6164e-03],
          [ 1.3623e-02,  5.5018e-03, -1.6968e-02, -4.4475e-03, -4.1858e-03]],

         [[-1.1290e-03, -1.3700e-02,  1.2571e-02,  9.2682e-04, -4.2916e-03],
          [ 1.7376e-02, -3.8269e-03,  6.5973e-04, -1.0647e-02,  1.4214e-02],
          [ 6.4812e-03, -1.2414e-03, -1.1409e-02, -1.0228e-02, -9.4967e-03],
          [-1.0775e-02, -1.0239e-02, -2.6280e-03,  1.0792e-02, -9.4354e-03],
          [-2.3117e-03, -3.2047e-03,  1.2862e-02,  1.8572e-03,  6.8021e-03]],

         ...,

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         [[ 2.4934e-02,  2.1246e-02,  1.9661e-02,  ...,  2.0176e-02,
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          [-1.9247e-02, -1.6231e-02, -1.2230e-02,  ...,  1.7332e-03,
            3.1097e-03, -5.6150e-03],
          [-1.4677e-02,  1.2644e-02,  4.9233e-03,  ...,  7.2991e-03,
            1.0397e-02,  2.6876e-02],
          ...,
          [ 1.6584e-02, -6.4479e-03, -2.0602e-02,  ..., -1.8382e-02,
           -1.4204e-02, -6.3878e-03],
          [-1.6438e-02,  1.8674e-03, -1.4006e-02,  ..., -9.8814e-04,
           -1.8422e-03,  7.2250e-03],
          [-2.7216e-04,  3.4718e-03,  3.9419e-03,  ..., -8.0804e-06,
           -3.2525e-03, -7.8895e-03]],

         [[ 2.4140e-02, -1.6499e-02,  1.6775e-02,  ...,  1.1341e-02,
           -2.1756e-02,  6.4180e-03],
          [ 2.0520e-02,  9.0907e-03,  2.0293e-02,  ..., -1.4865e-02,
            1.7107e-02,  7.2645e-03],
          [ 2.9508e-02, -1.1330e-02, -4.7207e-03,  ...,  1.1911e-02,
           -1.4065e-03,  9.2427e-03],
          ...,
          [-1.6393e-02, -1.3504e-03,  2.9838e-03,  ...,  1.8069e-04,
            7.8831e-03, -1.1731e-02],
          [-2.0023e-02,  2.0843e-02,  3.9919e-03,  ..., -1.1222e-03,
            1.8133e-02, -2.1954e-03],
          [ 8.2206e-03,  2.3278e-03,  1.3119e-02,  ..., -1.9091e-02,
            2.7633e-03, -2.5483e-02]]],


        [[[ 5.4456e-03,  1.3534e-02, -3.0884e-02,  ..., -6.3762e-03,
           -3.5961e-02,  2.2215e-02],
          [-1.7138e-02,  2.3522e-02,  1.7399e-02,  ..., -1.4117e-03,
            1.4152e-02, -1.9188e-02],
          [-1.2166e-02,  2.7511e-02, -1.3041e-03,  ..., -1.9912e-02,
            6.7829e-03,  2.6597e-02],
          ...,
          [ 1.5552e-02,  1.8520e-02, -2.1539e-02,  ..., -2.4241e-03,
            6.8340e-03,  2.9997e-02],
          [-1.4352e-02, -1.7362e-02,  2.8588e-02,  ...,  4.6204e-03,
            1.3963e-03, -1.6181e-03],
          [-9.6161e-03, -9.3190e-03, -2.6129e-02,  ...,  7.7114e-03,
           -1.9751e-02,  1.9246e-02]],

         [[ 8.2029e-03, -4.5594e-03,  2.4690e-02,  ...,  1.4418e-02,
            8.2648e-03, -3.8539e-03],
          [-5.7683e-04,  8.0939e-03,  1.5705e-02,  ...,  7.3699e-03,
            2.3081e-02, -3.4178e-03],
          [ 2.2786e-02, -4.9263e-03,  2.5797e-02,  ...,  1.4574e-06,
            2.6870e-02,  1.7768e-02],
          ...,
          [ 2.0017e-02,  2.1869e-02,  9.1838e-03,  ..., -2.0417e-03,
            3.6444e-03,  1.9061e-02],
          [ 3.8506e-02,  1.4946e-03,  2.3960e-03,  ...,  4.7520e-03,
           -1.1966e-02,  7.9171e-03],
          [ 1.0177e-02, -6.1372e-03,  2.1835e-02,  ...,  2.4779e-02,
            2.2798e-02,  1.2885e-03]],

         [[-5.1391e-03, -1.0567e-02, -1.5997e-02,  ..., -2.5488e-02,
            4.8351e-03, -7.1758e-03],
          [-2.0603e-02,  1.8775e-02,  8.5135e-03,  ...,  2.1601e-02,
           -1.2663e-02,  6.6520e-03],
          [-1.7792e-02, -1.5238e-02, -1.5003e-02,  ..., -4.8521e-02,
            8.9159e-03,  1.3555e-02],
          ...,
          [-1.3171e-02,  8.6119e-03, -5.0558e-02,  ...,  1.3525e-02,
            6.8358e-04,  3.0484e-02],
          [ 1.8061e-02, -1.6993e-02, -8.3701e-04,  ..., -1.3703e-02,
            4.1087e-02,  2.6998e-02],
          [-1.2111e-02,  6.8016e-03,  3.0402e-02,  ...,  3.3992e-02,
            3.5696e-02, -1.2591e-02]]],


        [[[ 1.9376e-02,  3.7061e-02,  4.1620e-02,  ...,  4.8126e-02,
            7.2443e-03,  2.1217e-02],
          [ 3.3791e-02,  5.6607e-02,  8.2868e-02,  ...,  7.2510e-02,
            1.5692e-02,  3.8485e-02],
          [ 5.6696e-02,  6.6842e-02,  7.0826e-02,  ...,  7.8967e-02,
            2.2251e-02,  2.6885e-02],
          ...,
          [ 5.4154e-02,  1.9178e-02,  8.7740e-02,  ...,  4.5834e-02,
            5.3705e-02,  2.8645e-02],
          [ 4.0335e-03,  3.0881e-03,  5.0006e-02,  ...,  7.4700e-02,
            4.5201e-02, -1.2813e-02],
          [-2.1942e-02,  3.5042e-02,  2.3102e-02,  ...,  6.2913e-02,
            4.2333e-02,  2.7064e-02]],

         [[-7.9100e-03, -5.4250e-03,  3.5178e-02,  ..., -3.7801e-02,
            1.4247e-02,  1.9354e-02],
          [ 2.1022e-03,  2.3683e-02, -7.0947e-03,  ...,  1.0669e-04,
           -1.9292e-02,  9.1300e-03],
          [-5.0811e-03,  4.1601e-03,  3.1626e-02,  ..., -4.1727e-03,
            1.6524e-02, -2.9419e-02],
          ...,
          [-2.3577e-02, -1.0801e-02,  2.7567e-02,  ..., -1.4910e-02,
            2.8394e-02, -1.7493e-02],
          [ 5.9147e-03, -1.4940e-02, -6.3855e-03,  ...,  2.9440e-02,
           -3.2411e-02, -1.1355e-02],
          [-7.0565e-03, -2.7958e-03,  3.2924e-03,  ..., -9.6637e-03,
            2.0871e-02, -2.1004e-02]],

         [[-1.9252e-02, -4.2725e-02,  7.1086e-03,  ..., -1.8267e-02,
           -4.5387e-02, -3.6094e-02],
          [-2.5531e-03, -7.4608e-03, -8.7375e-03,  ..., -2.6788e-03,
            4.7877e-03, -3.0564e-02],
          [ 1.1733e-02, -2.1277e-02,  1.1179e-02,  ...,  7.1201e-03,
           -6.4514e-04, -1.3784e-03],
          ...,
          [-1.4410e-02, -2.4216e-02, -1.9258e-02,  ..., -3.0346e-02,
           -4.2507e-02, -7.1657e-03],
          [-9.2693e-03, -5.3494e-02, -5.8664e-02,  ..., -3.0743e-02,
           -3.9528e-02, -1.5284e-02],
          [-1.3682e-02, -2.2013e-02, -2.0536e-02,  ..., -4.9859e-02,
           -5.4220e-02, -2.2239e-02]]],


        ...,


        [[[ 3.4408e-02,  1.2442e-02,  3.2735e-02,  ...,  3.3255e-03,
            9.2812e-03,  2.9247e-02],
          [-3.0645e-02,  2.1566e-02,  8.0246e-03,  ...,  2.3591e-02,
           -1.4503e-03,  4.7837e-03],
          [ 2.0244e-02, -2.6476e-02,  5.2232e-03,  ...,  1.7929e-02,
           -2.4182e-02, -3.2145e-03],
          ...,
          [-1.9134e-03,  2.6378e-02,  9.6448e-03,  ...,  1.9032e-02,
           -2.9150e-03, -2.4530e-02],
          [ 2.6863e-02, -1.1345e-02, -1.2762e-02,  ...,  2.7976e-03,
           -3.9286e-03,  5.1480e-03],
          [-3.4125e-02,  7.5487e-03,  2.6337e-02,  ..., -1.9039e-02,
           -1.0849e-02,  2.9748e-02]],

         [[ 2.6218e-02, -3.1847e-02,  1.4552e-02,  ...,  3.4843e-03,
            2.4735e-02,  2.3743e-02],
          [-9.2116e-04,  1.2368e-02, -3.9140e-02,  ...,  1.2959e-02,
            1.1927e-03,  2.5009e-02],
          [-2.1972e-03, -5.1768e-03,  2.0375e-02,  ..., -1.0416e-02,
            6.5797e-03,  1.2603e-02],
          ...,
          [-1.4308e-02,  2.4060e-02, -3.6103e-02,  ..., -2.8680e-02,
           -5.1211e-03, -2.2677e-02],
          [-1.0574e-02, -1.4035e-03, -3.0931e-02,  ...,  1.2388e-02,
           -2.7643e-02,  1.8240e-02],
          [ 1.5293e-02, -3.0923e-02,  8.0158e-03,  ..., -3.3387e-02,
            2.2702e-02,  2.1829e-02]],

         [[-1.4633e-02, -3.6290e-02, -4.4986e-02,  ...,  1.8933e-02,
           -1.6356e-02,  5.8297e-03],
          [ 2.4805e-02, -1.4694e-02, -1.0201e-02,  ...,  1.3041e-02,
            2.4400e-02, -2.4691e-03],
          [ 1.3346e-03,  4.2667e-03, -1.4180e-02,  ..., -2.4521e-02,
            2.2051e-04,  4.6192e-03],
          ...,
          [-3.0617e-02,  1.2412e-02, -2.7795e-02,  ..., -3.1208e-02,
           -4.4228e-03,  6.5349e-03],
          [-4.4262e-02,  9.6072e-03, -1.8210e-04,  ..., -1.5455e-02,
            2.3108e-02, -2.0028e-02],
          [ 4.3104e-03, -3.8485e-02,  1.2603e-02,  ...,  9.1683e-03,
            5.9389e-03, -1.6958e-04]]],


        [[[-1.0077e-02, -1.0234e-02, -1.9692e-02,  ..., -6.3321e-03,
           -1.3075e-03,  1.5996e-02],
          [ 2.0163e-02, -1.9672e-02,  2.2602e-02,  ..., -2.3329e-03,
           -1.2561e-02,  1.5992e-03],
          [-1.5844e-02, -3.7639e-03,  1.0185e-02,  ..., -1.5193e-02,
            1.4221e-02,  5.1589e-03],
          ...,
          [-7.1623e-03,  1.0935e-02,  1.6759e-02,  ..., -1.5173e-02,
            1.9857e-02,  2.1369e-02],
          [-2.5446e-02, -1.2675e-02,  2.1768e-03,  ..., -3.9411e-03,
           -1.7636e-02,  2.2413e-02],
          [ 1.8303e-02, -8.2450e-03, -1.8727e-02,  ...,  4.2636e-03,
           -1.6559e-03, -2.4987e-02]],

         [[-3.1754e-02,  7.1368e-03,  5.3715e-03,  ..., -3.5599e-02,
           -1.9815e-02, -1.8041e-02],
          [ 1.9628e-02,  1.8457e-02, -2.2963e-02,  ..., -3.7913e-02,
           -2.9303e-02,  2.2395e-03],
          [-2.3381e-02,  6.4606e-03, -2.5091e-03,  ..., -4.7334e-02,
            4.7629e-03, -8.7948e-03],
          ...,
          [ 5.0789e-03, -3.8565e-02, -3.1765e-02,  ..., -2.9075e-02,
            1.0854e-02, -3.3551e-02],
          [-1.5091e-02, -9.6809e-04, -3.2735e-02,  ..., -2.6530e-02,
            2.0722e-02, -2.2295e-02],
          [ 2.5532e-02,  4.7035e-03, -1.0256e-02,  ..., -1.0600e-02,
           -1.4528e-02, -1.0506e-02]],

         [[-3.0352e-02, -1.1114e-02, -1.6163e-02,  ..., -6.1431e-03,
           -4.4354e-02,  1.4555e-03],
          [-2.3230e-02, -4.4325e-02, -1.6748e-02,  ..., -1.8189e-02,
            2.2321e-02, -2.4965e-02],
          [ 7.0421e-03, -1.8186e-02, -4.6303e-03,  ..., -4.5418e-02,
            2.1386e-02,  1.5873e-02],
          ...,
          [-2.6004e-03,  4.0221e-03, -2.6392e-02,  ..., -2.5376e-02,
           -2.5089e-02, -7.9737e-03],
          [ 1.8158e-02,  1.2505e-02, -3.2088e-02,  ...,  2.3818e-02,
           -1.9703e-02, -3.3211e-02],
          [ 1.7518e-02,  1.6594e-02,  2.4960e-02,  ..., -3.4593e-02,
            1.1617e-03, -3.0633e-02]]],


        [[[ 1.9823e-02,  6.3903e-03,  3.5622e-02,  ...,  6.3277e-04,
           -9.1743e-03,  1.0879e-02],
          [ 1.9686e-03, -3.8403e-03,  2.0959e-02,  ..., -8.0422e-03,
           -8.7583e-03, -1.0158e-02],
          [ 1.4850e-02, -2.7705e-03,  5.1339e-02,  ..., -3.2898e-04,
            1.3556e-02, -1.0447e-02],
          ...,
          [-3.2349e-03, -2.9648e-02,  1.5630e-02,  ..., -3.3120e-02,
           -1.9962e-02, -2.3727e-02],
          [ 1.0432e-02, -3.0123e-02,  8.1630e-03,  ...,  6.4448e-03,
            1.3762e-04, -4.4731e-03],
          [-1.0391e-02,  2.5359e-02, -5.5637e-03,  ...,  7.8370e-03,
           -2.2545e-02,  3.9869e-03]],

         [[-4.9777e-03,  1.3184e-03, -2.1542e-02,  ..., -3.9403e-02,
            9.9250e-03, -1.4736e-02],
          [-1.7160e-02,  3.9970e-03,  2.2817e-03,  ..., -2.2158e-02,
           -1.0483e-02, -1.0494e-02],
          [ 2.6759e-02,  3.4576e-02,  9.1157e-03,  ...,  1.7508e-02,
           -5.6176e-03, -5.7403e-03],
          ...,
          [-3.5507e-03,  6.8348e-03, -2.4419e-02,  ..., -9.6902e-03,
            1.0897e-02,  2.1152e-02],
          [-3.6863e-03,  8.4090e-03,  9.4152e-03,  ..., -4.3657e-03,
           -4.0250e-02,  1.0695e-02],
          [-1.8783e-02, -2.2339e-02,  6.4371e-03,  ..., -2.7272e-02,
           -2.5808e-02, -1.8247e-02]],

         [[-2.0845e-02,  1.2537e-02, -3.0912e-02,  ..., -4.2273e-02,
           -1.2662e-02, -2.1153e-02],
          [ 1.1526e-02, -1.5638e-02, -6.1937e-03,  ..., -2.1390e-02,
           -4.3552e-02, -3.6630e-02],
          [ 4.8072e-03,  3.7828e-04, -1.9481e-02,  ..., -4.1818e-02,
            1.5076e-02, -1.1555e-03],
          ...,
          [ 1.1093e-02, -4.7513e-04, -6.0364e-03,  ..., -2.3069e-02,
           -3.5072e-02, -2.3184e-02],
          [ 1.3656e-02,  1.3673e-02,  1.5238e-02,  ..., -2.9615e-02,
           -3.8664e-02, -1.3109e-02],
          [-2.9539e-02,  2.3682e-02, -3.4314e-02,  ..., -3.9158e-03,
           -3.9126e-02, -3.4680e-03]]]], device='cuda:0')), ('anticonv4.bias', tensor([-0.0164,  0.0044,  0.0041], device='cuda:0'))])
Net(
  (conv1): Conv2d(3, 64, kernel_size=(16, 16), stride=(4, 4), padding=(6, 6))
  (conv2): Conv2d(64, 128, kernel_size=(16, 16), stride=(4, 4), padding=(6, 6))
  (conv3): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
  (conv4): Conv2d(256, 4, kernel_size=(5, 5), stride=(1, 1))
  (anticonv1): ConvTranspose2d(4, 256, kernel_size=(5, 5), stride=(1, 1))
  (anticonv2): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
  (anticonv3): ConvTranspose2d(128, 64, kernel_size=(16, 16), stride=(4, 4), padding=(6, 6))
  (anticonv4): ConvTranspose2d(64, 3, kernel_size=(16, 16), stride=(4, 4), padding=(6, 6))
)
64
tensor(0.0636, device='cuda:0')